{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os, sys\n",
    "sys.path.insert(0, \"/home/zhubenjin/repos/det3d.velocity.pytorch/src\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "%matplotlib inline\n",
    "import matplotlib\n",
    "from matplotlib import pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import nuscenes\n",
    "from nuscenes.nuscenes import NuScenes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "======\n",
      "Loading NuScenes tables for version v1.0-trainval...\n",
      "23 category,\n",
      "8 attribute,\n",
      "4 visibility,\n",
      "64386 instance,\n",
      "12 sensor,\n",
      "10200 calibrated_sensor,\n",
      "2631083 ego_pose,\n",
      "68 log,\n",
      "850 scene,\n",
      "34149 sample,\n",
      "2631083 sample_data,\n",
      "1166187 sample_annotation,\n",
      "4 map,\n",
      "Done loading in 52.6 seconds.\n",
      "======\n",
      "Reverse indexing ...\n",
      "Done reverse indexing in 14.3 seconds.\n",
      "======\n"
     ]
    }
   ],
   "source": [
    "nusc = NuScenes(version='v1.0-trainval', dataroot='/mnt/local0/nuScenes', verbose=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "print(dir(nusc))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# nuScenes 的 annotations 以 table 的形式组织，每个 table 有自己的主键，还有指向其他 table 的外键\n",
    "nusc.table_names"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "print(len(nusc.scene))\n",
    "for i, scene in enumerate(nusc.scene):\n",
    "    print(i, scene['description'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "for i in nusc.category:\n",
    "    print(i['description'], '+++++++++++', i['name'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "nusc.instance[0].keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "nusc.get('sample_annotation', nusc.instance[0]['first_annotation_token'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "nusc.visibility"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# translation and the rotation parameters are given with respect to the ego vehicle body frame.\n",
    "print(len(nusc.sensor))\n",
    "nusc.sensor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "print(len(nusc.calibrated_sensor)) # 12 * 850 = 10200\n",
    "nusc.calibrated_sensor[0].keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# ego_pose contains information about the location (encoded in translation) and the orientation (encoded in rotation) \n",
    "# of the ego vehicle body frame, with respect to the global coordinate system.\n",
    "print(len(nusc.ego_pose), len(nusc.sample_data))\n",
    "nusc.ego_pose[0].keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "print(len(nusc.log))\n",
    "nusc.log[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "print(len(nusc.map))\n",
    "nusc.map[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "len(nusc.sample) # 28130 + 6019"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "sample = nusc.sample[20]\n",
    "print(sample.keys())\n",
    "print(sample['data'])\n",
    "print(nusc.get('sample_data', sample['data']['LIDAR_TOP'])['is_key_frame'])\n",
    "print(nusc.get('sample_data', nusc.get('sample', sample['next'])['data']['LIDAR_TOP'])['is_key_frame'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "print(len(nusc.sample_data)) # 2631083 / 34149\n",
    "print(nusc.sample_data[0].keys())\n",
    "len(nusc.field2token(\"sample_data\", \"sample_token\", sample['token']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "print(help(nusc.list_sample))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "nusc.list_attributes()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "nusc.list_categories()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "nusc.render_pointcloud_in_image(sample['token'], pointsensor_channel='LIDAR_TOP')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "nusc.render_sample_data(sample['data']['CAM_FRONT'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sample = nusc.get('sample', 'd5fec51f35dc444cb1752e74eb066097')\n",
    "nusc.render_sample_data(sample['data']['LIDAR_TOP'], nsweeps=1)\n",
    "nusc.render_sample_data(sample['data']['LIDAR_TOP'], nsweeps=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "nusc.render_annotation(sample['anns'][13])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "nusc.render_scene_channel(nusc.scene[0]['token'], 'CAM_FRONT')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "nusc.render_egoposes_on_map(log_location='singapore-onenorth')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "anntoken = '9f450bf6b7454551bbbc9a4c6e74ef2e'\n",
    "visibility_token = nusc.get('sample_annotation', anntoken)['visibility_token']\n",
    "\n",
    "print(\"Visibility: {}\".format(nusc.get('visibility', visibility_token)))\n",
    "nusc.render_annotation(anntoken)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Map information is stored as binary semantic masks from a top-down view. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
